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Paper Citation Record · LEDGER

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub

As of 14 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2501.15922.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.15922 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T13:54:24.140028Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

  • verified exact0
  • verified fuzzy18
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 339532a6-511d-4c93-a819-6284dd8da575 · outbound

This paper cites A systematic literature review on the barriers faced by newcomers to open source software projects,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub A systematic literature review on the barriers faced by newcomers to open source software projects,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.462724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.042196Z digest=sha256:55cf01957092ea75eb652fe21f8cdc1488ef9dfa562199bb865434ba1ad3e186

Observation 0f1c8e3e-c3ec-4b58-bb6a-00f4a76e23df · outbound

This paper cites How to choose a task? mismatches in perspectives of newcomers and existing contributors,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub How to choose a task? mismatches in perspectives of newcomers and existing contributors,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.447630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.047331Z digest=sha256:0dbce9a15fecbe5a16c0e36a55620d1e6223cfa57172beea23cb878ac2f61cbf

Observation 37a5738d-8acc-40f8-bbde-f521fd205264 · outbound

This paper cites Tell me who are you talking to and i will tell you what issues need your skills,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Tell me who are you talking to and i will tell you what issues need your skills,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.434336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.051968Z digest=sha256:410a8d65b7e1cee1653e8cb2fba82f47efd23b5eeec2038784414292256e784d

Observation 8bd1e509-e6fb-41d1-8b13-17b68ad6f5dc · outbound

This paper cites Tag that issue: Applying api-domain labels in issue tracking systems,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Tag that issue: Applying api-domain labels in issue tracking systems,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.421791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.056145Z digest=sha256:e0b2b942695d7e63ba1230ccad1fd7cd06d3ae680bd749ec19f0570c591cde35

Observation ba5d60db-6115-4f52-93e3-a501ab0b16db · outbound

This paper cites Givemelabeledissues: An open source issue recommen- dation system,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Givemelabeledissues: An open source issue recommen- dation system,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.409084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.060294Z digest=sha256:3e8df10abde54a3d6fb187503e2bfeecf943d7d2e0e1cb140ece63f86ea766ea

Observation 1917c2c7-6bb3-4c96-9864-e1ff6d0d8110 · outbound

This paper cites Can i solve it? identifying apis required to complete oss tasks,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Can i solve it? identifying apis required to complete oss tasks,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.396767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.064604Z digest=sha256:33f7a845cf1f87c9144f56670e4429cf178f65be8168286e9e06d7500eb29d7c

Observation 5e4326f3-d9af-4c8d-a32a-521d1e2cc6f6 · outbound

This paper cites Leveraging gpt-like llms to automate issue labeling,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Leveraging gpt-like llms to automate issue labeling,

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-10T13:54:24.069092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:54:24.069092Z digest=sha256:8358603b6fd294fb63d496ab6bbb55470c62f0b1cc9f5c7c92c8530923a771c7

Observation 10978c2f-6956-43f2-9b95-978145d20986 · outbound

This paper cites Applying large language models to issue classification,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Applying large language models to issue classification,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.376985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.073866Z digest=sha256:8d3ee867b75adac1fa337bb3ed3e9ffe6e3acffe42a1095ac503c20c4639f61a

Observation 53056b8c-5f40-49e3-8942-eabe4fe4866e · outbound

This paper cites Can chatgpt reproduce human-generated labels? a study of social computing tasks,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Can chatgpt reproduce human-generated labels? a study of social computing tasks,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.360987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.078557Z digest=sha256:5bb422d410a469b77fb85ce7cd51b70fef40f757791e951380d8ba35ede1405d

Observation 44db1317-e750-4433-a9a2-bebe4ff659c5 · outbound

This paper cites Can large language models transform computational social science?.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Can large language models transform computational social science?

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.348786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.087799Z digest=sha256:7d46e571b09f60904b2fca2b97cc644cfbf34e9d1b680a89920efbb1aa172e7b

Observation 7f8ebb67-bc84-46b2-a7f9-4bd8bf69c789 · outbound

This paper cites Language mod- els are few-shot learners,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Language mod- els are few-shot learners,

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-10T13:54:24.091830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:54:24.091830Z digest=sha256:95fc0e43dbe2de50969f2c3c80d55bd4996052feb5137eedc3ae2da488b8eeb4

Observation 33ff1a38-1434-4072-a880-d9c84386eeb4 · outbound

This paper cites Lost in the middle: How language models use long contexts,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Lost in the middle: How language models use long contexts,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.328912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.095889Z digest=sha256:9cd782e8b3ff49add77ef735b8994abfa4fc005cde07f23e91ef961a0dcd2d4b

Observation 0854eccd-fd8a-4227-9cdf-1b8edbe85303 · outbound

This paper cites Attracting and retaining oss contributors with a maintainer dashboard,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Attracting and retaining oss contributors with a maintainer dashboard,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.316228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.099759Z digest=sha256:a496a0c1d719bfda89d8d271a039d74f01005fe1e16077c5c4875a12f9622310

Observation dc14e4a8-7500-458f-bcaf-a04aae4b3f66 · outbound

This paper cites Ticket tagger: Machine learning driven issue classification,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Ticket tagger: Machine learning driven issue classification,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.304850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.103383Z digest=sha256:355dad77035db30316dc5856a28ef62f7c7482bdbaa6d777a8da6c06e36b0b8e

Observation ea9d8b07-13b4-4986-9e40-3a7dd04b47e2 · outbound

This paper cites A Bug or a Suggestion? An Automatic Way to Label Issues.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub A Bug or a Suggestion? An Automatic Way to Label Issues

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-10T13:54:24.107308Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:54:24.107308Z digest=sha256:040c7ff71f80d79bc1201b841703781c357aae3c97e4ed4cd00b23d683eaa178

Observation dc06139a-617e-4150-a805-65ff3ece6094 · outbound

This paper cites How to find my task? chatbot to assist newcomers in choosing tasks in oss projects,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub How to find my task? chatbot to assist newcomers in choosing tasks in oss projects,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.291970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.111860Z digest=sha256:7780811695d703d2245a85f2a7d55c3225f10c3dadb9cb20cda8b3b84d74dd8e

Observation 2009b43a-1624-47d9-83ba-6fb9e7c70ee4 · outbound

This paper cites Understanding skills for oss communities on github,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Understanding skills for oss communities on github,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.277904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.115762Z digest=sha256:4773a4ddcd751692055c72c161680b8434a88fea8cdb4b78832d83a3c47ce2b9

Observation 9584cd58-1c8f-4d27-841a-4eba5884a052 · outbound

This paper cites One-vs-all for class imbalance learning,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub One-vs-all for class imbalance learning,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.265564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.120065Z digest=sha256:6074b0ea97379f8a94845a0481ee2db424f17301061900be6f71d9353810639b

Observation fade4b06-9266-4ac1-ad3b-dd07869fd14d · outbound

This paper cites Generative llms for synthetic data generation: Methods, challenges and the future,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Generative llms for synthetic data generation: Methods, challenges and the future,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.253406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.123787Z digest=sha256:d79d3897a4789c1d336a2ea7edd59d3418e20cf0a673f10a643c6123e780959a

Observation 7ee53ea6-57d1-4f77-9c1f-758ab2e69e61 · outbound

This paper cites Does Synthetic Data Make Large Language Models More Efficient?.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Does Synthetic Data Make Large Language Models More Efficient?

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-10T13:54:24.127936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:54:24.127936Z digest=sha256:571495fb05fbb46d4cb9d8cdca15813ca296298abf71fbf5526f75f9457f54d4

Observation 97f99f9c-98d2-4a48-925d-e92d59ae579b · outbound

This paper cites Efficacy of Synthetic Data as a Benchmark.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Efficacy of Synthetic Data as a Benchmark

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-10T13:54:24.132180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:54:24.132180Z digest=sha256:860fcd22019b38f7d409bc38e29bf7ada5d2f0816bda1fe71adc0c05a3c99afb

Observation 3e1c6993-a5b6-41fc-95eb-66d9a36e2226 · outbound

This paper cites Performance comparison of tf-idf and word2vec models for emotion text classification,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Performance comparison of tf-idf and word2vec models for emotion text classification,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.239567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.136477Z digest=sha256:3d810f386e55b2be2c7edaa39b481169fcde2003bc96212280d99d30f57d6770

Observation fc1740b9-d1f2-4990-b1e5-4a656548202a · outbound

This paper cites A no-regret generalization of hierarchical softmax to extreme multi-label classification,.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub A no-regret generalization of hierarchical softmax to extreme multi-label classification,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T13:54:24.227058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-10T13:54:24.140028Z digest=sha256:7b35db71af7aa9e4f8c9732a2e35b2058c59dce6e04a8d9cfa9d16d5c3d0b851

Observation c7ef2014-503d-4d78-a87a-b39347b34c37 · outbound

This paper cites Can ChatGPT Reproduce Human-Generated Labels? A Study of Social Computing Tasks.

SkillScope: A Tool to Predict Fine-Grained Skills Needed to Solve Issues on GitHub Can ChatGPT Reproduce Human-Generated Labels? A Study of Social Computing Tasks

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-10T13:54:24.083121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T13:54:24.083121Z digest=sha256:4f5e695094f334903f0d5f3bc01214e3d924f983b08645aa142f51705df5b9f4

Pith citing papers

No inbound Pith citation observations are available.